{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '2,3'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_transform = transforms.Compose([\n",
    "    transforms.Resize(224),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "])\n",
    "\n",
    "valset = torchvision.datasets.ImageFolder(root='../data/val/', transform=val_transform)\n",
    "valloader = torch.utils.data.DataLoader(valset, batch_size=5, shuffle=False, num_workers=4)\n",
    "\n",
    "vis_transform = transforms.Compose([\n",
    "    transforms.Resize(224),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor()\n",
    "])\n",
    "\n",
    "visset = torchvision.datasets.ImageFolder(root='../data/val/', transform=vis_transform)\n",
    "visloader = torch.utils.data.DataLoader(visset, batch_size=5, shuffle=False, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0, 0, 0, 0, 0])\n"
     ]
    }
   ],
   "source": [
    "def imshow(img):\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "dataiter = iter(visloader)\n",
    "images, labels = dataiter.next()\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ResNet_hc import resnet101\n",
    "\n",
    "model = resnet101(2)\n",
    "\n",
    "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n",
    "model = nn.DataParallel(model)\n",
    "model.to(device)\n",
    "model.load_state_dict(torch.load('checkpoint/ResNet101_Cats_Dogs_hc.pth'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[0.0049, 0.0060, 0.0064,  ..., 0.0007, 0.0007, 0.0013],\n",
       "         [0.0062, 0.0079, 0.0075,  ..., 0.0006, 0.0017, 0.0018],\n",
       "         [0.0021, 0.0056, 0.0076,  ..., 0.0013, 0.0029, 0.0016],\n",
       "         ...,\n",
       "         [0.0053, 0.0057, 0.0223,  ..., 0.0048, 0.0043, 0.0036],\n",
       "         [0.0111, 0.0134, 0.0083,  ..., 0.0063, 0.0105, 0.0086],\n",
       "         [0.0069, 0.0144, 0.0027,  ..., 0.0110, 0.0103, 0.0021]],\n",
       "\n",
       "        [[0.0150, 0.0100, 0.0160,  ..., 0.0040, 0.0022, 0.0071],\n",
       "         [0.0134, 0.0095, 0.0110,  ..., 0.0038, 0.0019, 0.0090],\n",
       "         [0.0088, 0.0137, 0.0046,  ..., 0.0077, 0.0031, 0.0068],\n",
       "         ...,\n",
       "         [0.0011, 0.0011, 0.0030,  ..., 0.0009, 0.0004, 0.0006],\n",
       "         [0.0007, 0.0032, 0.0018,  ..., 0.0013, 0.0005, 0.0012],\n",
       "         [0.0005, 0.0029, 0.0019,  ..., 0.0006, 0.0002, 0.0004]],\n",
       "\n",
       "        [[0.0082, 0.0091, 0.0055,  ..., 0.0218, 0.0102, 0.0170],\n",
       "         [0.0142, 0.0143, 0.0106,  ..., 0.0047, 0.0031, 0.0095],\n",
       "         [0.0170, 0.0268, 0.0342,  ..., 0.0192, 0.0054, 0.0042],\n",
       "         ...,\n",
       "         [0.0178, 0.0098, 0.0134,  ..., 0.0126, 0.0054, 0.0151],\n",
       "         [0.0075, 0.0174, 0.0094,  ..., 0.0140, 0.0019, 0.0115],\n",
       "         [0.0118, 0.0140, 0.0213,  ..., 0.0118, 0.0163, 0.0333]],\n",
       "\n",
       "        [[0.0039, 0.0026, 0.0025,  ..., 0.0051, 0.0055, 0.0028],\n",
       "         [0.0042, 0.0017, 0.0084,  ..., 0.0040, 0.0079, 0.0058],\n",
       "         [0.0059, 0.0115, 0.0044,  ..., 0.0055, 0.0007, 0.0026],\n",
       "         ...,\n",
       "         [0.0030, 0.0057, 0.0045,  ..., 0.0026, 0.0028, 0.0039],\n",
       "         [0.0019, 0.0056, 0.0022,  ..., 0.0040, 0.0031, 0.0098],\n",
       "         [0.0096, 0.0031, 0.0065,  ..., 0.0034, 0.0039, 0.0043]],\n",
       "\n",
       "        [[0.0135, 0.0211, 0.0169,  ..., 0.0006, 0.0007, 0.0002],\n",
       "         [0.0041, 0.0054, 0.0051,  ..., 0.0012, 0.0024, 0.0020],\n",
       "         [0.0250, 0.0063, 0.0229,  ..., 0.0028, 0.0022, 0.0026],\n",
       "         ...,\n",
       "         [0.0033, 0.0018, 0.0019,  ..., 0.0018, 0.0023, 0.0015],\n",
       "         [0.0035, 0.0098, 0.0053,  ..., 0.0029, 0.0007, 0.0004],\n",
       "         [0.0049, 0.0031, 0.0015,  ..., 0.0030, 0.0024, 0.0036]]],\n",
       "       device='cuda:0')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.eval()\n",
    "valdataiter = iter(valloader)\n",
    "x,y = valdataiter.next()\n",
    "x = x.to(device)\n",
    "x.requires_grad_()\n",
    "y = y.to(device)\n",
    "saliency = None\n",
    "\n",
    "logits = model.forward(x)\n",
    "logits = logits.gather(1, y.view(-1, 1)).squeeze() # 得到正确分类\n",
    "logits.backward(torch.cuda.FloatTensor([1., 1., 1., 1., 1.])) # 只计算正确分类部分的loss\n",
    "\n",
    "saliency = abs(x.grad.data) # 返回X的梯度绝对值大小\n",
    "saliency, _ = torch.max(saliency, dim=1)  # 一个pixel只取最大值\n",
    "saliency.squeeze() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def imshow(img):\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "dataiter = iter(visloader)\n",
    "images, labels = dataiter.next()\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "\n",
    "saliency = saliency.cpu().numpy()\n",
    "for i in range(5):\n",
    "    plt.subplot(2, 5, i + 1)\n",
    "    plt.imshow(saliency[i], cmap=plt.cm.hot)\n",
    "    plt.axis('off')\n",
    "    plt.gcf().set_size_inches(12, 5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:Funny] *",
   "language": "python",
   "name": "conda-env-Funny-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
